Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 14576 |
| Missing cells | 40218 |
| Missing cells (%) | 18.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 9 |
Name has a high cardinality: 10327 distinct values | High cardinality |
Publisher has a high cardinality: 552 distinct values | High cardinality |
Developer has a high cardinality: 1577 distinct values | High cardinality |
NA_Sales is highly correlated with EU_Sales and 1 other fields | High correlation |
EU_Sales is highly correlated with NA_Sales and 1 other fields | High correlation |
Critic_Score is highly correlated with User_Score | High correlation |
Critic_Count is highly correlated with User_Count | High correlation |
User_Score is highly correlated with Critic_Score | High correlation |
User_Count is highly correlated with Critic_Count | High correlation |
Global_Sales is highly correlated with NA_Sales and 1 other fields | High correlation |
NA_Sales is highly correlated with EU_Sales and 1 other fields | High correlation |
EU_Sales is highly correlated with NA_Sales and 1 other fields | High correlation |
JP_Sales is highly correlated with Global_Sales | High correlation |
Global_Sales is highly correlated with NA_Sales and 2 other fields | High correlation |
NA_Sales is highly correlated with EU_Sales and 1 other fields | High correlation |
EU_Sales is highly correlated with NA_Sales and 1 other fields | High correlation |
Global_Sales is highly correlated with NA_Sales and 1 other fields | High correlation |
Platform is highly correlated with Year_of_Release | High correlation |
Year_of_Release is highly correlated with Platform | High correlation |
Genre is highly correlated with Rating | High correlation |
NA_Sales is highly correlated with EU_Sales and 2 other fields | High correlation |
EU_Sales is highly correlated with NA_Sales and 2 other fields | High correlation |
JP_Sales is highly correlated with NA_Sales and 2 other fields | High correlation |
Critic_Score is highly correlated with User_Score | High correlation |
Critic_Count is highly correlated with User_Count | High correlation |
User_Score is highly correlated with Critic_Score | High correlation |
User_Count is highly correlated with Critic_Count | High correlation |
Rating is highly correlated with Genre | High correlation |
Global_Sales is highly correlated with NA_Sales and 2 other fields | High correlation |
Year_of_Release has 232 (1.6%) missing values | Missing |
Critic_Score has 7359 (50.5%) missing values | Missing |
Critic_Count has 7359 (50.5%) missing values | Missing |
User_Score has 5816 (39.9%) missing values | Missing |
User_Count has 7780 (53.4%) missing values | Missing |
Developer has 5747 (39.4%) missing values | Missing |
Rating has 5872 (40.3%) missing values | Missing |
Name is uniformly distributed | Uniform |
NA_Sales has 3861 (26.5%) zeros | Zeros |
EU_Sales has 4864 (33.4%) zeros | Zeros |
JP_Sales has 9019 (61.9%) zeros | Zeros |
User_Score has 1965 (13.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-25 04:08:00.647214 |
|---|---|
| Analysis finished | 2022-04-25 04:08:13.051212 |
| Duration | 12.4 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 10327 |
|---|---|
| Distinct (%) | 70.9% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 114.0 KiB |
| Need for Speed: Most Wanted | 11 |
|---|---|
| Madden NFL 07 | 9 |
| LEGO Marvel Super Heroes | 9 |
| Ratatouille | 9 |
| FIFA 14 | 9 |
| Other values (10322) |
Length
| Max length | 124 |
|---|---|
| Median length | 22 |
| Mean length | 23.81357211 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 7952 ? |
|---|---|
| Unique (%) | 54.6% |
Sample
| 1st row | Wii Sports |
|---|---|
| 2nd row | Super Mario Bros. |
| 3rd row | Mario Kart Wii |
| 4th row | Wii Sports Resort |
| 5th row | Pokemon Red/Pokemon Blue |
Common Values
| Value | Count | Frequency (%) |
| Need for Speed: Most Wanted | 11 | 0.1% |
| Madden NFL 07 | 9 | 0.1% |
| LEGO Marvel Super Heroes | 9 | 0.1% |
| Ratatouille | 9 | 0.1% |
| FIFA 14 | 9 | 0.1% |
| LEGO The Hobbit | 8 | 0.1% |
| Monopoly | 8 | 0.1% |
| FIFA 15 | 8 | 0.1% |
| Cars | 8 | 0.1% |
| FIFA Soccer 13 | 8 | 0.1% |
| Other values (10317) | 14487 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| the | 2403 | 4.2% |
| of | 1493 | 2.6% |
| 2 | 1058 | 1.8% |
| no | 656 | 1.1% |
| 649 | 1.1% | |
| 3 | 474 | 0.8% |
| world | 359 | 0.6% |
| pro | 273 | 0.5% |
| game | 272 | 0.5% |
| ii | 262 | 0.5% |
| Other values (8646) | 49640 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 114.0 KiB |
| PS2 | |
|---|---|
| DS | |
| PS3 | |
| Wii | |
| X360 | |
| Other values (26) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.781970362 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Wii |
|---|---|
| 2nd row | NES |
| 3rd row | Wii |
| 4th row | Wii |
| 5th row | GB |
Common Values
| Value | Count | Frequency (%) |
| PS2 | 1935 | |
| DS | 1783 | |
| PS3 | 1209 | |
| Wii | 1138 | 7.8% |
| X360 | 1135 | 7.8% |
| PS | 1058 | 7.3% |
| PSP | 1049 | 7.2% |
| PC | 874 | 6.0% |
| GBA | 712 | 4.9% |
| XB | 693 | 4.8% |
| Other values (21) | 2990 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ps2 | 1935 | |
| ds | 1783 | |
| ps3 | 1209 | |
| wii | 1138 | 7.8% |
| x360 | 1135 | 7.8% |
| ps | 1058 | 7.3% |
| psp | 1049 | 7.2% |
| pc | 874 | 6.0% |
| gba | 712 | 4.9% |
| xb | 693 | 4.8% |
| Other values (21) | 2990 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 232 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2006.437117 |
| Minimum | 1980 |
|---|---|
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 1980 |
|---|---|
| 5-th percentile | 1996 |
| Q1 | 2003 |
| median | 2007 |
| Q3 | 2010 |
| 95-th percentile | 2015 |
| Maximum | 2020 |
| Range | 40 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.955664119 |
|---|---|
| Coefficient of variation (CV) | 0.002968278482 |
| Kurtosis | 1.879039188 |
| Mean | 2006.437117 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -1.009238323 |
| Sum | 28780334 |
| Variance | 35.4699351 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 2009 | 1248 | 8.6% |
| 2008 | 1213 | 8.3% |
| 2010 | 1092 | 7.5% |
| 2007 | 1067 | 7.3% |
| 2011 | 955 | 6.6% |
| 2006 | 886 | 6.1% |
| 2005 | 795 | 5.5% |
| 2002 | 718 | 4.9% |
| 2003 | 675 | 4.6% |
| 2004 | 664 | 4.6% |
| Other values (29) | 5031 |
| Value | Count | Frequency (%) |
| 1980 | 9 | 0.1% |
| 1981 | 45 | |
| 1982 | 36 | |
| 1983 | 17 | 0.1% |
| 1984 | 14 | 0.1% |
| 1985 | 14 | 0.1% |
| 1986 | 21 | |
| 1987 | 14 | 0.1% |
| 1988 | 15 | 0.1% |
| 1989 | 17 | 0.1% |
| Value | Count | Frequency (%) |
| 2020 | 1 | < 0.1% |
| 2017 | 3 | < 0.1% |
| 2016 | 435 | 3.0% |
| 2015 | 536 | |
| 2014 | 498 | 3.4% |
| 2013 | 474 | 3.3% |
| 2012 | 591 | |
| 2011 | 955 | |
| 2010 | 1092 | |
| 2009 | 1248 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 114.0 KiB |
| Action | |
|---|---|
| Sports | |
| Misc | |
| Role-Playing | |
| Shooter | |
| Other values (7) |
Length
| Max length | 12 |
|---|---|
| Median length | 6 |
| Mean length | 7.135583917 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sports |
|---|---|
| 2nd row | Platform |
| 3rd row | Racing |
| 4th row | Sports |
| 5th row | Role-Playing |
Common Values
| Value | Count | Frequency (%) |
| Action | 2974 | |
| Sports | 2078 | |
| Misc | 1503 | |
| Role-Playing | 1300 | |
| Shooter | 1171 | 8.0% |
| Adventure | 1127 | 7.7% |
| Racing | 1084 | 7.4% |
| Platform | 786 | 5.4% |
| Simulation | 753 | 5.2% |
| Fighting | 728 | 5.0% |
| Other values (2) | 1070 | 7.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| action | 2974 | |
| sports | 2078 | |
| misc | 1503 | |
| role-playing | 1300 | |
| shooter | 1171 | 8.0% |
| adventure | 1127 | 7.7% |
| racing | 1084 | 7.4% |
| platform | 786 | 5.4% |
| simulation | 753 | 5.2% |
| fighting | 728 | 5.0% |
| Other values (2) | 1070 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 552 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 49 |
| Missing (%) | 0.3% |
| Memory size | 114.0 KiB |
| Electronic Arts | |
|---|---|
| Activision | 881 |
| Ubisoft | 803 |
| Namco Bandai Games | 778 |
| Konami Digital Entertainment | 709 |
| Other values (547) |
Length
| Max length | 38 |
|---|---|
| Median length | 11 |
| Mean length | 13.64438632 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 176 ? |
|---|---|
| Unique (%) | 1.2% |
Sample
| 1st row | Nintendo |
|---|---|
| 2nd row | Nintendo |
| 3rd row | Nintendo |
| 4th row | Nintendo |
| 5th row | Nintendo |
Common Values
| Value | Count | Frequency (%) |
| Electronic Arts | 1267 | 8.7% |
| Activision | 881 | 6.0% |
| Ubisoft | 803 | 5.5% |
| Namco Bandai Games | 778 | 5.3% |
| Konami Digital Entertainment | 709 | 4.9% |
| Nintendo | 673 | 4.6% |
| THQ | 638 | 4.4% |
| Sony Computer Entertainment | 628 | 4.3% |
| Sega | 542 | 3.7% |
| Take-Two Interactive | 377 | 2.6% |
| Other values (542) | 7231 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| entertainment | 2142 | 8.1% |
| games | 1671 | 6.3% |
| interactive | 1446 | 5.5% |
| arts | 1270 | 4.8% |
| electronic | 1269 | 4.8% |
| activision | 904 | 3.4% |
| ubisoft | 816 | 3.1% |
| digital | 798 | 3.0% |
| namco | 778 | 2.9% |
| bandai | 778 | 2.9% |
| Other values (617) | 14593 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 402 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2955769759 |
| Minimum | 0 |
|---|---|
| Maximum | 41.36 |
| Zeros | 3861 |
| Zeros (%) | 26.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.1 |
| Q3 | 0.28 |
| 95-th percentile | 1.19 |
| Maximum | 41.36 |
| Range | 41.36 |
| Interquartile range (IQR) | 0.28 |
Descriptive statistics
| Standard deviation | 0.8664905241 |
|---|---|
| Coefficient of variation (CV) | 2.931522395 |
| Kurtosis | 575.1870412 |
| Mean | 0.2955769759 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 17.71213844 |
| Sum | 4308.33 |
| Variance | 0.7508058283 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 3861 | |
| 0.02 | 542 | 3.7% |
| 0.01 | 508 | 3.5% |
| 0.03 | 446 | 3.1% |
| 0.04 | 376 | 2.6% |
| 0.08 | 368 | 2.5% |
| 0.09 | 348 | 2.4% |
| 0.1 | 336 | 2.3% |
| 0.05 | 329 | 2.3% |
| 0.13 | 308 | 2.1% |
| Other values (392) | 7154 |
| Value | Count | Frequency (%) |
| 0 | 3861 | |
| 0.01 | 508 | 3.5% |
| 0.02 | 542 | 3.7% |
| 0.03 | 446 | 3.1% |
| 0.04 | 376 | 2.6% |
| 0.05 | 329 | 2.3% |
| 0.06 | 173 | 1.2% |
| 0.07 | 281 | 1.9% |
| 0.08 | 368 | 2.5% |
| 0.09 | 348 | 2.4% |
| Value | Count | Frequency (%) |
| 41.36 | 1 | |
| 29.08 | 1 | |
| 26.93 | 1 | |
| 23.2 | 1 | |
| 15.68 | 1 | |
| 15.61 | 1 | |
| 15 | 1 | |
| 14.44 | 1 | |
| 13.96 | 1 | |
| 12.78 | 1 |
| Distinct | 307 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1639571899 |
| Minimum | 0 |
|---|---|
| Maximum | 28.96 |
| Zeros | 4864 |
| Zeros (%) | 33.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.03 |
| Q3 | 0.13 |
| 95-th percentile | 0.69 |
| Maximum | 28.96 |
| Range | 28.96 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.5363536856 |
|---|---|
| Coefficient of variation (CV) | 3.271303235 |
| Kurtosis | 669.1637779 |
| Mean | 0.1639571899 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 17.76300594 |
| Sum | 2389.84 |
| Variance | 0.2876752761 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4864 | |
| 0.01 | 1275 | 8.7% |
| 0.02 | 990 | 6.8% |
| 0.03 | 648 | 4.4% |
| 0.04 | 638 | 4.4% |
| 0.05 | 430 | 3.0% |
| 0.06 | 362 | 2.5% |
| 0.07 | 326 | 2.2% |
| 0.08 | 299 | 2.1% |
| 0.09 | 263 | 1.8% |
| Other values (297) | 4481 |
| Value | Count | Frequency (%) |
| 0 | 4864 | |
| 0.01 | 1275 | 8.7% |
| 0.02 | 990 | 6.8% |
| 0.03 | 648 | 4.4% |
| 0.04 | 638 | 4.4% |
| 0.05 | 430 | 3.0% |
| 0.06 | 362 | 2.5% |
| 0.07 | 326 | 2.2% |
| 0.08 | 299 | 2.1% |
| 0.09 | 263 | 1.8% |
| Value | Count | Frequency (%) |
| 28.96 | 1 | |
| 12.76 | 1 | |
| 10.95 | 1 | |
| 10.93 | 1 | |
| 9.2 | 1 | |
| 9.18 | 1 | |
| 9.14 | 1 | |
| 9.09 | 1 | |
| 8.89 | 1 | |
| 8.49 | 1 |
| Distinct | 244 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0856586169 |
| Minimum | 0 |
|---|---|
| Maximum | 10.22 |
| Zeros | 9019 |
| Zeros (%) | 61.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.03 |
| 95-th percentile | 0.41 |
| Maximum | 10.22 |
| Range | 10.22 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.3296458183 |
|---|---|
| Coefficient of variation (CV) | 3.848367277 |
| Kurtosis | 170.2991701 |
| Mean | 0.0856586169 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.49877206 |
| Sum | 1248.56 |
| Variance | 0.1086663655 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9019 | |
| 0.02 | 722 | 5.0% |
| 0.01 | 684 | 4.7% |
| 0.03 | 523 | 3.6% |
| 0.04 | 380 | 2.6% |
| 0.05 | 304 | 2.1% |
| 0.06 | 176 | 1.2% |
| 0.1 | 153 | 1.0% |
| 0.09 | 140 | 1.0% |
| 0.11 | 138 | 0.9% |
| Other values (234) | 2337 | 16.0% |
| Value | Count | Frequency (%) |
| 0 | 9019 | |
| 0.01 | 684 | 4.7% |
| 0.02 | 722 | 5.0% |
| 0.03 | 523 | 3.6% |
| 0.04 | 380 | 2.6% |
| 0.05 | 304 | 2.1% |
| 0.06 | 176 | 1.2% |
| 0.07 | 86 | 0.6% |
| 0.08 | 93 | 0.6% |
| 0.09 | 140 | 1.0% |
| Value | Count | Frequency (%) |
| 10.22 | 1 | |
| 7.2 | 1 | |
| 6.81 | 1 | |
| 6.5 | 1 | |
| 6.04 | 1 | |
| 5.65 | 1 | |
| 5.38 | 1 | |
| 5.33 | 1 | |
| 5.32 | 1 | |
| 4.87 | 1 |
| Distinct | 80 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 7359 |
| Missing (%) | 50.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.67604268 |
| Minimum | 13 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 61 |
| median | 71 |
| Q3 | 80 |
| 95-th percentile | 89 |
| Maximum | 98 |
| Range | 85 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 13.77339065 |
|---|---|
| Coefficient of variation (CV) | 0.1976775677 |
| Kurtosis | 0.1621482683 |
| Mean | 69.67604268 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.6276894676 |
| Sum | 502852 |
| Variance | 189.7062899 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 71 | 235 | 1.6% |
| 76 | 221 | 1.5% |
| 70 | 220 | 1.5% |
| 75 | 217 | 1.5% |
| 78 | 216 | 1.5% |
| 80 | 215 | 1.5% |
| 73 | 212 | 1.5% |
| 77 | 212 | 1.5% |
| 81 | 211 | 1.4% |
| 74 | 204 | 1.4% |
| Other values (70) | 5054 | |
| (Missing) | 7359 |
| Value | Count | Frequency (%) |
| 13 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 19 | 5 | |
| 20 | 1 | < 0.1% |
| 23 | 3 | < 0.1% |
| 24 | 2 | < 0.1% |
| 25 | 6 | |
| 26 | 11 | |
| 27 | 6 | |
| 28 | 7 |
| Value | Count | Frequency (%) |
| 98 | 4 | < 0.1% |
| 97 | 11 | 0.1% |
| 96 | 18 | 0.1% |
| 95 | 16 | 0.1% |
| 94 | 37 | 0.3% |
| 93 | 47 | |
| 92 | 53 | |
| 91 | 67 | |
| 90 | 73 | |
| 89 | 100 |
| Distinct | 106 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 7359 |
| Missing (%) | 50.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.31204101 |
| Minimum | 3 |
|---|---|
| Maximum | 113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 12 |
| median | 22 |
| Q3 | 38 |
| 95-th percentile | 67 |
| Maximum | 113 |
| Range | 110 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.46419649 |
|---|---|
| Coefficient of variation (CV) | 0.7126599027 |
| Kurtosis | 0.8069792626 |
| Mean | 27.31204101 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.091984852 |
| Sum | 197111 |
| Variance | 378.8549451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 259 | 1.8% |
| 5 | 222 | 1.5% |
| 9 | 214 | 1.5% |
| 11 | 213 | 1.5% |
| 7 | 207 | 1.4% |
| 8 | 203 | 1.4% |
| 17 | 203 | 1.4% |
| 6 | 200 | 1.4% |
| 16 | 197 | 1.4% |
| 13 | 194 | 1.3% |
| Other values (96) | 5105 | |
| (Missing) | 7359 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 4 | 259 | |
| 5 | 222 | |
| 6 | 200 | |
| 7 | 207 | |
| 8 | 203 | |
| 9 | 214 | |
| 10 | 184 | |
| 11 | 213 | |
| 12 | 188 |
| Value | Count | Frequency (%) |
| 113 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 106 | 1 | < 0.1% |
| 105 | 1 | < 0.1% |
| 104 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 2 | |
| 100 | 3 | |
| 99 | 1 | < 0.1% |
| Distinct | 95 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 5816 |
| Missing (%) | 39.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.549006849 |
| Minimum | 0 |
|---|---|
| Maximum | 9.7 |
| Zeros | 1965 |
| Zeros (%) | 13.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.6 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 8.8 |
| Maximum | 9.7 |
| Range | 9.7 |
| Interquartile range (IQR) | 4.4 |
Descriptive statistics
| Standard deviation | 3.25543152 |
|---|---|
| Coefficient of variation (CV) | 0.58666922 |
| Kurtosis | -0.850241188 |
| Mean | 5.549006849 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | -0.8719537997 |
| Sum | 48609.3 |
| Variance | 10.59783438 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1965 | 13.5% |
| 7.8 | 284 | 1.9% |
| 8.2 | 254 | 1.7% |
| 8 | 252 | 1.7% |
| 8.5 | 235 | 1.6% |
| 8.3 | 232 | 1.6% |
| 7.5 | 230 | 1.6% |
| 7.9 | 229 | 1.6% |
| 8.1 | 224 | 1.5% |
| 7.3 | 213 | 1.5% |
| Other values (85) | 4642 | |
| (Missing) | 5816 |
| Value | Count | Frequency (%) |
| 0 | 1965 | |
| 0.2 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.6 | 2 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 1 | 2 | < 0.1% |
| 1.1 | 2 | < 0.1% |
| 1.2 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 9.7 | 1 | < 0.1% |
| 9.6 | 2 | < 0.1% |
| 9.5 | 6 | < 0.1% |
| 9.4 | 10 | 0.1% |
| 9.3 | 28 | 0.2% |
| 9.2 | 38 | 0.3% |
| 9.1 | 85 | |
| 9 | 109 | |
| 8.9 | 142 | |
| 8.8 | 167 |
| Distinct | 868 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 7780 |
| Missing (%) | 53.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 172.5130959 |
| Minimum | 4 |
|---|---|
| Maximum | 10665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 11 |
| median | 27 |
| Q3 | 89 |
| 95-th percentile | 779.5 |
| Maximum | 10665 |
| Range | 10661 |
| Interquartile range (IQR) | 78 |
Descriptive statistics
| Standard deviation | 576.6097163 |
|---|---|
| Coefficient of variation (CV) | 3.342411271 |
| Kurtosis | 100.4416536 |
| Mean | 172.5130959 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 8.534899458 |
| Sum | 1172399 |
| Variance | 332478.7649 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 285 | 2.0% |
| 6 | 281 | 1.9% |
| 5 | 266 | 1.8% |
| 8 | 244 | 1.7% |
| 7 | 223 | 1.5% |
| 9 | 209 | 1.4% |
| 10 | 157 | 1.1% |
| 11 | 145 | 1.0% |
| 13 | 138 | 0.9% |
| 12 | 136 | 0.9% |
| Other values (858) | 4712 | |
| (Missing) | 7780 |
| Value | Count | Frequency (%) |
| 4 | 285 | |
| 5 | 266 | |
| 6 | 281 | |
| 7 | 223 | |
| 8 | 244 | |
| 9 | 209 | |
| 10 | 157 | |
| 11 | 145 | |
| 12 | 136 | |
| 13 | 138 |
| Value | Count | Frequency (%) |
| 10665 | 1 | |
| 10179 | 1 | |
| 9629 | 1 | |
| 9073 | 1 | |
| 8713 | 1 | |
| 8665 | 1 | |
| 8003 | 1 | |
| 7512 | 1 | |
| 7322 | 1 | |
| 7064 | 1 |
| Distinct | 1577 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 5747 |
| Missing (%) | 39.4% |
| Memory size | 114.0 KiB |
| Ubisoft | 171 |
|---|---|
| EA Sports | 167 |
| EA Canada | 158 |
| Konami | 137 |
| Capcom | 123 |
| Other values (1572) |
Length
| Max length | 80 |
|---|---|
| Median length | 13 |
| Mean length | 13.40593499 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 615 ? |
|---|---|
| Unique (%) | 7.0% |
Sample
| 1st row | Nintendo |
|---|---|
| 2nd row | Nintendo |
| 3rd row | Nintendo |
| 4th row | Nintendo |
| 5th row | Nintendo |
Common Values
| Value | Count | Frequency (%) |
| Ubisoft | 171 | 1.2% |
| EA Sports | 167 | 1.1% |
| EA Canada | 158 | 1.1% |
| Konami | 137 | 0.9% |
| Capcom | 123 | 0.8% |
| EA Tiburon | 102 | 0.7% |
| Ubisoft Montreal | 94 | 0.6% |
| Electronic Arts | 94 | 0.6% |
| Visual Concepts | 89 | 0.6% |
| Traveller's Tales | 75 | 0.5% |
| Other values (1567) | 7619 | |
| (Missing) | 5747 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| games | 936 | 5.4% |
| studios | 691 | 4.0% |
| ea | 608 | 3.5% |
| entertainment | 561 | 3.2% |
| software | 436 | 2.5% |
| ubisoft | 404 | 2.3% |
| interactive | 297 | 1.7% |
| sports | 230 | 1.3% |
| canada | 168 | 1.0% |
| inc | 161 | 0.9% |
| Other values (1545) | 12878 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 5872 |
| Missing (%) | 40.3% |
| Memory size | 114.0 KiB |
| E | |
|---|---|
| T | |
| M | |
| E10+ | |
| EC | 7 |
| Other values (3) | 7 |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.429342831 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | E |
|---|---|
| 2nd row | E |
| 3rd row | E |
| 4th row | E |
| 5th row | E |
Common Values
| Value | Count | Frequency (%) |
| E | 3460 | |
| T | 2580 | |
| M | 1410 | 9.7% |
| E10+ | 1240 | 8.5% |
| EC | 7 | < 0.1% |
| RP | 3 | < 0.1% |
| K-A | 3 | < 0.1% |
| AO | 1 | < 0.1% |
| (Missing) | 5872 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| e | 3460 | |
| t | 2580 | |
| m | 1410 | |
| e10 | 1240 | 14.2% |
| ec | 7 | 0.1% |
| k-a | 3 | < 0.1% |
| rp | 3 | < 0.1% |
| ao | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 626 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5989715971 |
| Minimum | 0.01 |
|---|---|
| Maximum | 82.53 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 114.0 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.02 |
| Q1 | 0.05 |
| median | 0.22 |
| Q3 | 0.55 |
| 95-th percentile | 2.22 |
| Maximum | 82.53 |
| Range | 82.52 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 1.647698962 |
|---|---|
| Coefficient of variation (CV) | 2.750879958 |
| Kurtosis | 536.8290458 |
| Mean | 0.5989715971 |
| Median Absolute Deviation (MAD) | 0.19 |
| Skewness | 16.41123507 |
| Sum | 8730.61 |
| Variance | 2.714911869 |
| Monotonicity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02 | 1087 | 7.5% |
| 0.03 | 852 | 5.8% |
| 0.04 | 651 | 4.5% |
| 0.01 | 638 | 4.4% |
| 0.05 | 631 | 4.3% |
| 0.1 | 415 | 2.8% |
| 0.11 | 397 | 2.7% |
| 0.09 | 349 | 2.4% |
| 0.14 | 324 | 2.2% |
| 0.15 | 283 | 1.9% |
| Other values (616) | 8949 |
| Value | Count | Frequency (%) |
| 0.01 | 638 | |
| 0.02 | 1087 | |
| 0.03 | 852 | |
| 0.04 | 651 | |
| 0.05 | 631 | |
| 0.06 | 216 | 1.5% |
| 0.09 | 349 | 2.4% |
| 0.1 | 415 | 2.8% |
| 0.11 | 397 | 2.7% |
| 0.13 | 31 | 0.2% |
| Value | Count | Frequency (%) |
| 82.53 | 1 | |
| 40.24 | 1 | |
| 35.52 | 1 | |
| 32.77 | 1 | |
| 31.37 | 1 | |
| 30.26 | 1 | |
| 29.8 | 1 | |
| 28.92 | 1 | |
| 28.32 | 1 | |
| 28.31 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Name | Platform | Year_of_Release | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Critic_Score | Critic_Count | User_Score | User_Count | Developer | Rating | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Wii Sports | Wii | 2006.0 | Sports | Nintendo | 41.36 | 28.96 | 3.77 | 76.0 | 51.0 | 8.0 | 322.0 | Nintendo | E | 82.53 |
| 1 | Super Mario Bros. | NES | 1985.0 | Platform | Nintendo | 29.08 | 3.58 | 6.81 | NaN | NaN | NaN | NaN | NaN | NaN | 40.24 |
| 2 | Mario Kart Wii | Wii | 2008.0 | Racing | Nintendo | 15.68 | 12.76 | 3.79 | 82.0 | 73.0 | 8.3 | 709.0 | Nintendo | E | 35.52 |
| 3 | Wii Sports Resort | Wii | 2009.0 | Sports | Nintendo | 15.61 | 10.93 | 3.28 | 80.0 | 73.0 | 8.0 | 192.0 | Nintendo | E | 32.77 |
| 4 | Pokemon Red/Pokemon Blue | GB | 1996.0 | Role-Playing | Nintendo | 11.27 | 8.89 | 10.22 | NaN | NaN | NaN | NaN | NaN | NaN | 31.37 |
| 5 | Tetris | GB | 1989.0 | Puzzle | Nintendo | 23.20 | 2.26 | 4.22 | NaN | NaN | NaN | NaN | NaN | NaN | 30.26 |
| 6 | New Super Mario Bros. | DS | 2006.0 | Platform | Nintendo | 11.28 | 9.14 | 6.50 | 89.0 | 65.0 | 8.5 | 431.0 | Nintendo | E | 29.80 |
| 7 | Wii Play | Wii | 2006.0 | Misc | Nintendo | 13.96 | 9.18 | 2.93 | 58.0 | 41.0 | 6.6 | 129.0 | Nintendo | E | 28.92 |
| 8 | New Super Mario Bros. Wii | Wii | 2009.0 | Platform | Nintendo | 14.44 | 6.94 | 4.70 | 87.0 | 80.0 | 8.4 | 594.0 | Nintendo | E | 28.32 |
| 9 | Duck Hunt | NES | 1984.0 | Shooter | Nintendo | 26.93 | 0.63 | 0.28 | NaN | NaN | NaN | NaN | NaN | NaN | 28.31 |
Last rows
| Name | Platform | Year_of_Release | Genre | Publisher | NA_Sales | EU_Sales | JP_Sales | Critic_Score | Critic_Count | User_Score | User_Count | Developer | Rating | Global_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14566 | 15 Days | PC | 2009.0 | Adventure | DTP Entertainment | 0.00 | 0.01 | 0.00 | 63.0 | 6.0 | 5.8 | 8.0 | DTP Entertainment | NaN | 0.01 |
| 14567 | Men in Black II: Alien Escape | GC | 2003.0 | Shooter | Infogrames | 0.01 | 0.00 | 0.00 | NaN | NaN | 0.0 | NaN | Atari | T | 0.01 |
| 14568 | Aiyoku no Eustia | PSV | 2014.0 | Misc | dramatic create | 0.00 | 0.00 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14569 | Woody Woodpecker in Crazy Castle 5 | GBA | 2002.0 | Platform | Kemco | 0.01 | 0.00 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14570 | SCORE International Baja 1000: The Official Game | PS2 | 2008.0 | Racing | Activision | 0.00 | 0.00 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14571 | Samurai Warriors: Sanada Maru | PS3 | 2016.0 | Action | Tecmo Koei | 0.00 | 0.00 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14572 | LMA Manager 2007 | X360 | 2006.0 | Sports | Codemasters | 0.00 | 0.01 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14573 | Haitaka no Psychedelica | PSV | 2016.0 | Adventure | Idea Factory | 0.00 | 0.00 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14574 | Spirits & Spells | GBA | 2003.0 | Platform | Wanadoo | 0.01 | 0.00 | 0.00 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |
| 14575 | Winning Post 8 2016 | PSV | 2016.0 | Simulation | Tecmo Koei | 0.00 | 0.00 | 0.01 | NaN | NaN | NaN | NaN | NaN | NaN | 0.01 |